CS 525 - ST: Multi-Agent Decision Making (Fall 2025)


Time & Location: Tuesday & Friday, 4-5:20 pm. Fuller Labs 320.

Lecture notes

  • Lecture 1 MDP Basics and Planning
  • Lecture 2a Generative Models: Monte Carlo Tree Search
  • Lecture 2b Generative Models: Certainty-Equivalence
  • Lecture 3a RL Setting, Multi-Armed Bandit
  • Lecture 3b Taxonomy of RL Algorithms, Q-Learning
  • Lecture 3c Policy Optimization
  • Lecture 4 Normal-Form Games
  • Lecture 5 Markov Games